Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

# # can comment out after executing
# !unzip processed_celeba_small.zip

Archive:  processed_celeba_small.zip
   creating: processed_celeba_small/
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   creating: __MACOSX/processed_celeba_small/
  inflating: __MACOSX/processed_celeba_small/._.DS_Store  
   creating: processed_celeba_small/celeba/
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   creating: __MACOSX/processed_celeba_small/celeba/
  inflating: __MACOSX/processed_celeba_small/celeba/._.DS_Store  
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data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # TODO: Implement function and return a dataloader
    transform = transforms.Compose([
        transforms.Resize(image_size),
        transforms.CenterCrop(image_size),
        transforms.ToTensor(),
    ])
    data = datasets.ImageFolder(data_dir, transform=transform)
    dataloader = torch.utils.data.DataLoader(data, batch_size=batch_size, shuffle=True)
    
    return dataloader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 100
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    min, max = feature_range
    x = x * (max - min) + min
    
    return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.8745)
Max:  tensor(0.8824)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

import torch.nn as nn
import torch.nn.functional as F

def conv(in_channels, out_channels, kernal_size, stride=2, padding=1, batch_norm=True):
    layers = []
    
    conv_layer = nn.Conv2d(in_channels, out_channels, kernal_size, stride, padding, bias=False)
    
    layers.append(conv_layer)
    
    if batch_norm:
        layers.append(nn.BatchNorm2d(out_channels))
    
    return nn.Sequential(*layers)
    

class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim
        
        self.conv1 = conv(3, conv_dim, 4, batch_norm=False)
        self.conv2 = conv(conv_dim, conv_dim*2, 4)
        self.conv3 = conv(conv_dim*2, conv_dim*4, 4)
        
        self.fc = nn.Linear(conv_dim*4 * 4 * 4, 1)
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        # define feedforward behavior
        x = F.leaky_relu(self.conv1(x), 0.2)
        x = F.leaky_relu(self.conv2(x), 0.2)
        x = F.leaky_relu(self.conv3(x), 0.2)
        
        x = x.view(-1, self.conv_dim*4 * 4 * 4)
        
        x = self.fc(x)
        
        return x


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

def dconv(in_channels, out_channels, kernal_size, stride=2, padding=1, batch_norm=True):
    layers = []
    
    dconv_layer = nn.ConvTranspose2d(in_channels, out_channels,kernal_size, stride, padding, bias=False)
    
    layers.append(dconv_layer)
    
    if batch_norm:
        layers.append(nn.BatchNorm2d(out_channels))
    
    return nn.Sequential(*layers)
    

class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim
        
        self.fc = nn.Linear(z_size, conv_dim*4 * 4 * 4)
        
        self.dconv1 = dconv(conv_dim*4, conv_dim*2, 4)
        self.dconv2 = dconv(conv_dim*2, conv_dim, 4)
        self.dconv3 = dconv(conv_dim, 3, 4, batch_norm=False)
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        x = self.fc(x)
        
        x = x.view(-1, self.conv_dim*4, 4, 4)
        
        x = F.relu(self.dconv1(x))
        x = F.relu(self.dconv2(x))
        
        x = self.dconv3(x)
        x = F.tanh(x)
        
        return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

from torch.nn import init
def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    
    # TODO: Apply initial weights to convolutional and linear layers
    if hasattr(m, 'weight') and (classname.find('Conv') != -1 or classname.find('Linear') != -1):
#         m.weight.data.normal_(0.0, 0.02)
        init.normal_(m.weight.data, 0.0,0.02)
    elif classname.find('BatchNorm2d') != -1:
        init.normal_(m.weight.data, 0.0,0.02)
        init.constant_(m.bias.data, 0.0)
        
#         if hasattr(m, 'bias') and m.bias is not None:
#             m.bias.data.zero_()
    

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 64
g_conv_dim = 64
z_size = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (fc): Linear(in_features=4096, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=100, out_features=4096, bias=True)
  (dconv1): Sequential(
    (0): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (dconv2): Sequential(
    (0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (dconv3): Sequential(
    (0): ConvTranspose2d(64, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

def real_loss(D_out, smooth=False):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    batch_size = D_out.size(0)
    labels = torch.ones(batch_size)*0.9
#     if smooth:
#         labels = torch.ones(batch_size)*0.9
#     else:
#         labels = torch.zeros(batch_size)

# the commented out code was using the losses to be 0 from the begining, replacing it with only labels of 0.9 made it work
    
    if train_on_gpu:
        labels = labels.cuda()
    
    criterion = nn.BCEWithLogitsLoss()
        
    loss = criterion(D_out.squeeze(), labels)
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    batch_size = D_out.size(0)
    labels = torch.zeros(batch_size)
    
    if train_on_gpu:
        labels = labels.cuda()
    
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

import torch.optim as optim

lr = 0.0002
beta1=0.5
beta2=0.999

# Create optimizers for the discriminator D and generator G
d_optimizer = optim.Adam(D.parameters(), lr, [beta1, beta2])
g_optimizer = optim.Adam(G.parameters(), lr, [beta1, beta2])

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            d_optimizer.zero_grad()
            
            # 1. Train the discriminator on real and fake images
            
            # train discriinator with real images
            if train_on_gpu:
                real_images = real_images.cuda()
                
            D_real = D(real_images)
            d_real_loss = real_loss(D_real)
            
            #train generator with fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_image = G(z)
            
            # get discriminator loss of a fake image
            D_fake = D(fake_image)
            d_fake_loss = fake_loss(D_fake)
            
            d_loss = d_real_loss + d_fake_loss
            d_loss.backward()
            d_optimizer.step()
            
            
            

            # 2. Train the generator with an adversarial loss --------
            g_optimizer.zero_grad()
            
            # create a fake image
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_image = G(z)
            
            # get discriminator loss on the fake image
            D_fake = D(fake_image)
            g_loss = real_loss(D_fake)
            
            g_loss.backward()
            g_optimizer.step()
            
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================
            

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

# set number of epochs 
n_epochs = 10


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/   10] | d_loss: 1.3911 | g_loss: 0.6953
Epoch [    1/   10] | d_loss: 0.5347 | g_loss: 1.6502
Epoch [    1/   10] | d_loss: 0.3806 | g_loss: 2.7350
Epoch [    1/   10] | d_loss: 0.3552 | g_loss: 3.4128
Epoch [    1/   10] | d_loss: 1.9892 | g_loss: 2.4579
Epoch [    1/   10] | d_loss: 0.3654 | g_loss: 3.7400
Epoch [    1/   10] | d_loss: 0.4326 | g_loss: 2.8298
Epoch [    1/   10] | d_loss: 0.6011 | g_loss: 2.1293
Epoch [    1/   10] | d_loss: 0.6548 | g_loss: 2.7390
Epoch [    1/   10] | d_loss: 0.6892 | g_loss: 2.0539
Epoch [    1/   10] | d_loss: 0.8595 | g_loss: 1.6853
Epoch [    1/   10] | d_loss: 0.8712 | g_loss: 2.0943
Epoch [    1/   10] | d_loss: 0.8718 | g_loss: 1.9241
Epoch [    1/   10] | d_loss: 0.9219 | g_loss: 1.8399
Epoch [    1/   10] | d_loss: 0.9580 | g_loss: 2.1098
Epoch [    1/   10] | d_loss: 0.9507 | g_loss: 2.0795
Epoch [    1/   10] | d_loss: 0.9046 | g_loss: 1.4000
Epoch [    1/   10] | d_loss: 0.9465 | g_loss: 1.4418
Epoch [    2/   10] | d_loss: 1.0138 | g_loss: 1.3107
Epoch [    2/   10] | d_loss: 0.9238 | g_loss: 1.4708
Epoch [    2/   10] | d_loss: 1.0417 | g_loss: 1.6722
Epoch [    2/   10] | d_loss: 1.3231 | g_loss: 1.1717
Epoch [    2/   10] | d_loss: 1.0694 | g_loss: 1.2261
Epoch [    2/   10] | d_loss: 1.0250 | g_loss: 1.2459
Epoch [    2/   10] | d_loss: 1.1351 | g_loss: 1.1055
Epoch [    2/   10] | d_loss: 1.1690 | g_loss: 1.6229
Epoch [    2/   10] | d_loss: 1.0304 | g_loss: 1.3920
Epoch [    2/   10] | d_loss: 1.1396 | g_loss: 0.8500
Epoch [    2/   10] | d_loss: 1.1595 | g_loss: 0.7369
Epoch [    2/   10] | d_loss: 1.3291 | g_loss: 0.8717
Epoch [    2/   10] | d_loss: 1.2251 | g_loss: 0.9109
Epoch [    2/   10] | d_loss: 1.0870 | g_loss: 1.1175
Epoch [    2/   10] | d_loss: 1.1843 | g_loss: 1.0414
Epoch [    2/   10] | d_loss: 1.1631 | g_loss: 1.1480
Epoch [    2/   10] | d_loss: 1.0797 | g_loss: 1.0305
Epoch [    2/   10] | d_loss: 1.1546 | g_loss: 1.1160
Epoch [    3/   10] | d_loss: 1.1819 | g_loss: 1.2529
Epoch [    3/   10] | d_loss: 1.0364 | g_loss: 1.1205
Epoch [    3/   10] | d_loss: 1.0280 | g_loss: 1.0205
Epoch [    3/   10] | d_loss: 1.0926 | g_loss: 1.0192
Epoch [    3/   10] | d_loss: 1.1356 | g_loss: 1.0237
Epoch [    3/   10] | d_loss: 1.1058 | g_loss: 1.3887
Epoch [    3/   10] | d_loss: 1.1149 | g_loss: 1.2146
Epoch [    3/   10] | d_loss: 1.2609 | g_loss: 1.3426
Epoch [    3/   10] | d_loss: 1.1999 | g_loss: 0.9166
Epoch [    3/   10] | d_loss: 1.2105 | g_loss: 1.0414
Epoch [    3/   10] | d_loss: 1.1317 | g_loss: 0.8453
Epoch [    3/   10] | d_loss: 1.1274 | g_loss: 1.1057
Epoch [    3/   10] | d_loss: 1.1729 | g_loss: 1.0844
Epoch [    3/   10] | d_loss: 1.1614 | g_loss: 1.2693
Epoch [    3/   10] | d_loss: 1.1767 | g_loss: 0.9506
Epoch [    3/   10] | d_loss: 1.2336 | g_loss: 1.2111
Epoch [    3/   10] | d_loss: 1.1016 | g_loss: 1.5616
Epoch [    3/   10] | d_loss: 1.2947 | g_loss: 0.9613
Epoch [    4/   10] | d_loss: 1.1027 | g_loss: 1.1165
Epoch [    4/   10] | d_loss: 1.2876 | g_loss: 0.6263
Epoch [    4/   10] | d_loss: 1.0336 | g_loss: 1.0713
Epoch [    4/   10] | d_loss: 1.1089 | g_loss: 1.0707
Epoch [    4/   10] | d_loss: 0.9052 | g_loss: 1.3224
Epoch [    4/   10] | d_loss: 1.3569 | g_loss: 0.8010
Epoch [    4/   10] | d_loss: 1.1876 | g_loss: 1.0709
Epoch [    4/   10] | d_loss: 1.1430 | g_loss: 1.3881
Epoch [    4/   10] | d_loss: 1.0911 | g_loss: 1.1537
Epoch [    4/   10] | d_loss: 1.1126 | g_loss: 1.1096
Epoch [    4/   10] | d_loss: 1.0897 | g_loss: 1.3515
Epoch [    4/   10] | d_loss: 1.0290 | g_loss: 1.3522
Epoch [    4/   10] | d_loss: 1.4933 | g_loss: 0.6406
Epoch [    4/   10] | d_loss: 1.3920 | g_loss: 0.6329
Epoch [    4/   10] | d_loss: 1.1743 | g_loss: 1.0461
Epoch [    4/   10] | d_loss: 1.0829 | g_loss: 1.2476
Epoch [    4/   10] | d_loss: 1.1517 | g_loss: 1.0640
Epoch [    4/   10] | d_loss: 1.1098 | g_loss: 1.1331
Epoch [    5/   10] | d_loss: 1.0837 | g_loss: 0.9927
Epoch [    5/   10] | d_loss: 1.1122 | g_loss: 1.4796
Epoch [    5/   10] | d_loss: 1.0749 | g_loss: 1.5970
Epoch [    5/   10] | d_loss: 1.1140 | g_loss: 1.5593
Epoch [    5/   10] | d_loss: 1.0953 | g_loss: 1.1654
Epoch [    5/   10] | d_loss: 1.0880 | g_loss: 1.1152
Epoch [    5/   10] | d_loss: 1.1161 | g_loss: 1.0575
Epoch [    5/   10] | d_loss: 1.1420 | g_loss: 1.3492
Epoch [    5/   10] | d_loss: 1.0885 | g_loss: 1.3222
Epoch [    5/   10] | d_loss: 1.0962 | g_loss: 1.0675
Epoch [    5/   10] | d_loss: 1.0138 | g_loss: 1.3605
Epoch [    5/   10] | d_loss: 1.1419 | g_loss: 1.0370
Epoch [    5/   10] | d_loss: 1.0837 | g_loss: 1.0035
Epoch [    5/   10] | d_loss: 1.1930 | g_loss: 1.4721
Epoch [    5/   10] | d_loss: 0.9491 | g_loss: 1.5050
Epoch [    5/   10] | d_loss: 1.0612 | g_loss: 1.2847
Epoch [    5/   10] | d_loss: 1.2356 | g_loss: 0.9392
Epoch [    5/   10] | d_loss: 1.1303 | g_loss: 1.0463
Epoch [    6/   10] | d_loss: 1.0921 | g_loss: 1.3745
Epoch [    6/   10] | d_loss: 1.0778 | g_loss: 1.2991
Epoch [    6/   10] | d_loss: 1.1112 | g_loss: 0.9202
Epoch [    6/   10] | d_loss: 1.0809 | g_loss: 0.9619
Epoch [    6/   10] | d_loss: 1.1114 | g_loss: 1.0565
Epoch [    6/   10] | d_loss: 1.0531 | g_loss: 1.0945
Epoch [    6/   10] | d_loss: 1.1960 | g_loss: 1.3671
Epoch [    6/   10] | d_loss: 1.0570 | g_loss: 1.0893
Epoch [    6/   10] | d_loss: 1.0191 | g_loss: 1.1960
Epoch [    6/   10] | d_loss: 1.2133 | g_loss: 1.9012
Epoch [    6/   10] | d_loss: 1.0418 | g_loss: 1.1325
Epoch [    6/   10] | d_loss: 1.0435 | g_loss: 1.2191
Epoch [    6/   10] | d_loss: 1.2108 | g_loss: 0.8049
Epoch [    6/   10] | d_loss: 1.0857 | g_loss: 1.2520
Epoch [    6/   10] | d_loss: 1.1523 | g_loss: 0.6931
Epoch [    6/   10] | d_loss: 1.1297 | g_loss: 0.8460
Epoch [    6/   10] | d_loss: 1.0824 | g_loss: 1.2169
Epoch [    6/   10] | d_loss: 1.2226 | g_loss: 1.2364
Epoch [    7/   10] | d_loss: 1.1183 | g_loss: 1.2435
Epoch [    7/   10] | d_loss: 1.1928 | g_loss: 1.6610
Epoch [    7/   10] | d_loss: 1.1573 | g_loss: 1.1063
Epoch [    7/   10] | d_loss: 1.0104 | g_loss: 1.0332
Epoch [    7/   10] | d_loss: 1.1839 | g_loss: 1.3624
Epoch [    7/   10] | d_loss: 1.0257 | g_loss: 1.0512
Epoch [    7/   10] | d_loss: 1.1341 | g_loss: 1.1061
Epoch [    7/   10] | d_loss: 1.1486 | g_loss: 1.0170
Epoch [    7/   10] | d_loss: 1.0834 | g_loss: 0.9269
Epoch [    7/   10] | d_loss: 1.0380 | g_loss: 1.1911
Epoch [    7/   10] | d_loss: 1.0836 | g_loss: 0.7836
Epoch [    7/   10] | d_loss: 1.0877 | g_loss: 1.1724
Epoch [    7/   10] | d_loss: 1.0395 | g_loss: 1.1973
Epoch [    7/   10] | d_loss: 1.0206 | g_loss: 1.0002
Epoch [    7/   10] | d_loss: 0.9941 | g_loss: 1.1315
Epoch [    7/   10] | d_loss: 0.9984 | g_loss: 0.8742
Epoch [    7/   10] | d_loss: 1.1115 | g_loss: 1.2471
Epoch [    7/   10] | d_loss: 1.0858 | g_loss: 1.4590
Epoch [    8/   10] | d_loss: 1.0774 | g_loss: 0.8571
Epoch [    8/   10] | d_loss: 1.0004 | g_loss: 1.1815
Epoch [    8/   10] | d_loss: 1.1391 | g_loss: 1.7878
Epoch [    8/   10] | d_loss: 1.3389 | g_loss: 2.0756
Epoch [    8/   10] | d_loss: 1.0921 | g_loss: 1.2913
Epoch [    8/   10] | d_loss: 1.0806 | g_loss: 1.0792
Epoch [    8/   10] | d_loss: 1.0946 | g_loss: 1.1140
Epoch [    8/   10] | d_loss: 0.9785 | g_loss: 1.2854
Epoch [    8/   10] | d_loss: 1.3327 | g_loss: 0.9827
Epoch [    8/   10] | d_loss: 1.0606 | g_loss: 0.9127
Epoch [    8/   10] | d_loss: 1.3816 | g_loss: 1.2108
Epoch [    8/   10] | d_loss: 1.1286 | g_loss: 1.8596
Epoch [    8/   10] | d_loss: 1.0394 | g_loss: 1.1857
Epoch [    8/   10] | d_loss: 0.9810 | g_loss: 1.6218
Epoch [    8/   10] | d_loss: 1.0766 | g_loss: 1.2598
Epoch [    8/   10] | d_loss: 0.9762 | g_loss: 1.0197
Epoch [    8/   10] | d_loss: 1.0531 | g_loss: 0.9328
Epoch [    8/   10] | d_loss: 0.9839 | g_loss: 1.1901
Epoch [    9/   10] | d_loss: 0.9466 | g_loss: 0.9612
Epoch [    9/   10] | d_loss: 1.0900 | g_loss: 2.0465
Epoch [    9/   10] | d_loss: 0.9752 | g_loss: 1.3283
Epoch [    9/   10] | d_loss: 0.9673 | g_loss: 1.2612
Epoch [    9/   10] | d_loss: 1.0882 | g_loss: 1.3394
Epoch [    9/   10] | d_loss: 1.2322 | g_loss: 1.1286
Epoch [    9/   10] | d_loss: 1.0342 | g_loss: 1.6164
Epoch [    9/   10] | d_loss: 0.9668 | g_loss: 1.2326
Epoch [    9/   10] | d_loss: 1.1508 | g_loss: 2.0798
Epoch [    9/   10] | d_loss: 0.9455 | g_loss: 1.2865
Epoch [    9/   10] | d_loss: 0.9942 | g_loss: 1.0890
Epoch [    9/   10] | d_loss: 0.9859 | g_loss: 1.1092
Epoch [    9/   10] | d_loss: 1.1846 | g_loss: 1.3001
Epoch [    9/   10] | d_loss: 1.1724 | g_loss: 1.0818
Epoch [    9/   10] | d_loss: 1.0296 | g_loss: 1.2058
Epoch [    9/   10] | d_loss: 1.0003 | g_loss: 1.1109
Epoch [    9/   10] | d_loss: 1.7474 | g_loss: 0.8977
Epoch [    9/   10] | d_loss: 0.9633 | g_loss: 1.8347
Epoch [   10/   10] | d_loss: 1.0082 | g_loss: 1.2058
Epoch [   10/   10] | d_loss: 1.0323 | g_loss: 1.9366
Epoch [   10/   10] | d_loss: 1.0953 | g_loss: 1.6178
Epoch [   10/   10] | d_loss: 1.0399 | g_loss: 1.1640
Epoch [   10/   10] | d_loss: 0.8984 | g_loss: 1.5684
Epoch [   10/   10] | d_loss: 1.0245 | g_loss: 1.4567
Epoch [   10/   10] | d_loss: 1.1182 | g_loss: 1.0520
Epoch [   10/   10] | d_loss: 0.8717 | g_loss: 1.5576
Epoch [   10/   10] | d_loss: 1.1027 | g_loss: 1.5562
Epoch [   10/   10] | d_loss: 1.1091 | g_loss: 0.7127
Epoch [   10/   10] | d_loss: 1.0313 | g_loss: 0.8863
Epoch [   10/   10] | d_loss: 0.9367 | g_loss: 1.4347
Epoch [   10/   10] | d_loss: 1.5570 | g_loss: 0.5596
Epoch [   10/   10] | d_loss: 0.8507 | g_loss: 1.2209
Epoch [   10/   10] | d_loss: 1.1241 | g_loss: 1.7232
Epoch [   10/   10] | d_loss: 1.0141 | g_loss: 1.0905
Epoch [   10/   10] | d_loss: 1.1575 | g_loss: 0.5524
Epoch [   10/   10] | d_loss: 0.9764 | g_loss: 1.5582

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7fb9a4bccd30>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer: (Write your answer in this cell)
shapes and colors of the faces are not complete in most of the pictures.

I believe that by using a bigger input picture size to the model it would be able to produce better results since it can extract more featurs, but it will take longer to train.

the dataset images have bad resolution after transforming them, improving the resolution could be another solution.

and intiutitivly, we could add more layers to the model to allow it to learn more complex features which will improve the model.

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.